{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ae517652-79ae-484b-9e05-f4db0e67208c",
   "metadata": {},
   "source": [
    "Chapter 16\n",
    "# 连通性，空手道俱乐部\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "229dafb5-e082-41d4-b057-72247e78260f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "eedcd95e-99a4-4471-8fd2-5d4dee286113",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.karate_club_graph() \n",
    "# 空手道俱乐部图\n",
    "pos = nx.spring_layout(G,seed=2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ec4a9a8b-cbdb-40fd-8778-7a982b9374a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (6,6))\n",
    "\n",
    "nx.draw_networkx(G, pos)\n",
    "nx.draw_networkx_nodes(G,pos,\n",
    "                       nodelist = [11,18],\n",
    "                       node_color = 'r')\n",
    "plt.savefig('空手道俱乐部图.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "69a49f61-a003-4bc7-a635-2feb735bd683",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.has_path(G, 11, 18)\n",
    "# 检查两个节点是否连通"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "90d102cd-8dff-4130-9b3e-44bbf7f76898",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[11, 0, 2, 32, 18]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path_nodes = nx.shortest_path(G, 11, 18)\n",
    "# 最短路径\n",
    "path_nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9a5572f6-7a9c-4480-b6f4-9ff36d0b19be",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 自定义函数将节点序列转化为边序列\n",
    "def nodes_2_edges(node_list):\n",
    "    \n",
    "    # 使用列表生成式创建边的列表\n",
    "    list_edges = [(node_list[i], node_list[i+1]) \n",
    "                  for i in range(len(node_list)-1)]\n",
    "\n",
    "    return  list_edges\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8ff4ba5b-23f1-4eb7-905f-4627ec3b2a56",
   "metadata": {},
   "outputs": [],
   "source": [
    "path_edges = nodes_2_edges(path_nodes)\n",
    "# 将节点序列转化为边序列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "9fde4e44-7c65-45a0-97fb-a9530940249f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (6,6))\n",
    "\n",
    "nx.draw_networkx(G, pos)\n",
    "nx.draw_networkx_nodes(G,pos,\n",
    "                       nodelist = path_nodes,\n",
    "                       node_color = 'r')\n",
    "nx.draw_networkx_edges(G,pos,\n",
    "                       edgelist = path_edges,\n",
    "                       edge_color = 'r')\n",
    "plt.savefig('空手道俱乐部图，节点11、18最短路径.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "80e0a146-72f7-4a03-b563-7d91f8e90aa5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 删除一条边\n",
    "G.remove_edge(11,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b8c3644d-2a32-456d-8b67-7948709deea6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.has_path(G, 11, 8)\n",
    "# 再次检查两个节点是否连通"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
